{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5eba0790-c455-4d9d-9a12-b893057ff486",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<contextlib.ExitStack at 0x7f8dff654e10>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torch.optim import lr_scheduler\n",
    "import torch.backends.cudnn as cudnn\n",
    "import numpy as np\n",
    "import torchvision\n",
    "from torchvision import datasets, models, transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import os\n",
    "from PIL import Image\n",
    "from tempfile import TemporaryDirectory\n",
    "\n",
    "cudnn.benchmark = True\n",
    "plt.ion()   # interactive mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "25b9a82c-0061-45b1-b8a3-51f093a0dc36",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data augmentation and normalization for training\n",
    "# Just normalization for validation\n",
    "data_transforms = {\n",
    "    'train': transforms.Compose([\n",
    "        transforms.RandomResizedCrop(224),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ]),\n",
    "    'val': transforms.Compose([\n",
    "        transforms.Resize(256),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ]),\n",
    "}\n",
    "\n",
    "data_dir = 'hymenoptera_data'\n",
    "image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
    "                                          data_transforms[x])\n",
    "                  for x in ['train', 'val']}\n",
    "dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=4,\n",
    "                                             shuffle=True, num_workers=4)\n",
    "              for x in ['train', 'val']}\n",
    "dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
    "class_names = image_datasets['train'].classes\n",
    "\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "47fe58dc-c308-48e2-9131-b8f468869464",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda', index=0)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "00a5fb3d-d132-4a74-b60c-3615c6ee32d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def imshow(inp, title=None):\n",
    "    \"\"\"Display image for Tensor.\"\"\"\n",
    "    inp = inp.numpy().transpose((1, 2, 0))\n",
    "    mean = np.array([0.485, 0.456, 0.406])\n",
    "    std = np.array([0.229, 0.224, 0.225])\n",
    "    inp = std * inp + mean\n",
    "    inp = np.clip(inp, 0, 1)\n",
    "    plt.imshow(inp)\n",
    "    if title is not None:\n",
    "        plt.title(title)\n",
    "    plt.pause(0.001)  # pause a bit so that plots are updated\n",
    "\n",
    "\n",
    "# Get a batch of training data\n",
    "inputs, classes = next(iter(dataloaders['train']))\n",
    "\n",
    "# Make a grid from batch\n",
    "out = torchvision.utils.make_grid(inputs)\n",
    "\n",
    "imshow(out, title=[class_names[x] for x in classes])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a3d42427-f153-4b1c-8820-624085933115",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.profiler import ExecutionTraceObserver, profile\n",
    "\n",
    "def trace_handler(prof):\n",
    "    prof.export_chrome_trace(\"kineto_trace.json\")\n",
    "\n",
    "et = ExecutionTraceObserver()\n",
    "et.register_callback(\"pytorch_et.json\")\n",
    "            \n",
    "def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n",
    "    since = time.time()\n",
    "\n",
    "    # Create a temporary directory to save training checkpoints\n",
    "    with TemporaryDirectory() as tempdir:\n",
    "        best_model_params_path = os.path.join(tempdir, 'best_model_params.pt')\n",
    "\n",
    "        torch.save(model.state_dict(), best_model_params_path)\n",
    "        best_acc = 0.0\n",
    "        with profile(\n",
    "            activities=[\n",
    "                torch.profiler.ProfilerActivity.CPU,\n",
    "                torch.profiler.ProfilerActivity.CUDA,\n",
    "            ],\n",
    "            schedule=torch.profiler.schedule(wait=0, warmup=10, active=1),\n",
    "            on_trace_ready=trace_handler\n",
    "        ) as prof:\n",
    "            for epoch in range(num_epochs):\n",
    "                print(f'Epoch {epoch}/{num_epochs - 1}')\n",
    "                print('-' * 10)\n",
    "    \n",
    "                # Each epoch has a training and validation phase\n",
    "                for phase in ['train', 'val']:\n",
    "                    if phase == 'train':\n",
    "                        model.train()  # Set model to training mode\n",
    "                    else:\n",
    "                        model.eval()   # Set model to evaluate mode\n",
    "    \n",
    "                    running_loss = 0.0\n",
    "                    running_corrects = 0\n",
    "                    if phase == 'train' and epoch == 5:\n",
    "                        et.start()\n",
    "                    if phase == 'train' and epoch == 7:\n",
    "                        et.stop()\n",
    "                        \n",
    "                    # Iterate over data.\n",
    "                    for inputs, labels in dataloaders[phase]:\n",
    "                        inputs = inputs.to(device)\n",
    "                        labels = labels.to(device)\n",
    "    \n",
    "                        # zero the parameter gradients\n",
    "                        optimizer.zero_grad()\n",
    "    \n",
    "                        # forward\n",
    "                        # track history if only in train\n",
    "                        with torch.set_grad_enabled(phase == 'train'):\n",
    "                            outputs = model(inputs)\n",
    "                            _, preds = torch.max(outputs, 1)\n",
    "                            loss = criterion(outputs, labels)\n",
    "    \n",
    "                            # backward + optimize only if in training phase\n",
    "                            if phase == 'train':\n",
    "                                loss.backward()\n",
    "                                optimizer.step()\n",
    "    \n",
    "                        # statistics\n",
    "                        running_loss += loss.item() * inputs.size(0)\n",
    "                        running_corrects += torch.sum(preds == labels.data)\n",
    "                    if phase == 'train':\n",
    "                        scheduler.step()\n",
    "                        #prof.step()\n",
    "    \n",
    "                    epoch_loss = running_loss / dataset_sizes[phase]\n",
    "                    epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
    "    \n",
    "                    print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
    "    \n",
    "                    # deep copy the model\n",
    "                    if phase == 'val' and epoch_acc > best_acc:\n",
    "                        best_acc = epoch_acc\n",
    "                        torch.save(model.state_dict(), best_model_params_path)\n",
    "                    \n",
    "                    \n",
    "                    \n",
    "                print()\n",
    "\n",
    "        time_elapsed = time.time() - since\n",
    "        print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
    "        print(f'Best val Acc: {best_acc:4f}')\n",
    "\n",
    "        # load best model weights\n",
    "        model.load_state_dict(torch.load(best_model_params_path))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "50dd6482-f615-4071-9c92-d7e377a6658a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_model(model, num_images=6):\n",
    "    was_training = model.training\n",
    "    model.eval()\n",
    "    images_so_far = 0\n",
    "    fig = plt.figure()\n",
    "\n",
    "    with torch.no_grad():\n",
    "        for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
    "            inputs = inputs.to(device)\n",
    "            labels = labels.to(device)\n",
    "\n",
    "            outputs = model(inputs)\n",
    "            _, preds = torch.max(outputs, 1)\n",
    "\n",
    "            for j in range(inputs.size()[0]):\n",
    "                images_so_far += 1\n",
    "                ax = plt.subplot(num_images//2, 2, images_so_far)\n",
    "                ax.axis('off')\n",
    "                ax.set_title(f'predicted: {class_names[preds[j]]}')\n",
    "                imshow(inputs.cpu().data[j])\n",
    "\n",
    "                if images_so_far == num_images:\n",
    "                    model.train(mode=was_training)\n",
    "                    return\n",
    "        model.train(mode=was_training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e53bbec0-66ac-4442-a862-f703898363f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_ft = models.resnet18(weights='IMAGENET1K_V1')\n",
    "num_ftrs = model_ft.fc.in_features\n",
    "# Here the size of each output sample is set to 2.\n",
    "# Alternatively, it can be generalized to ``nn.Linear(num_ftrs, len(class_names))``.\n",
    "model_ft.fc = nn.Linear(num_ftrs, 2)\n",
    "\n",
    "model_ft = model_ft.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# Observe that all parameters are being optimized\n",
    "optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n",
    "\n",
    "# Decay LR by a factor of 0.1 every 7 epochs\n",
    "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "37481fd5-4a12-40d8-b3c6-8a1d29252f31",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/24\n",
      "----------\n",
      "train Loss: 0.5660 Acc: 0.6885\n",
      "val Loss: 0.3559 Acc: 0.8758\n",
      "\n",
      "Epoch 1/24\n",
      "----------\n",
      "train Loss: 0.4684 Acc: 0.8197\n",
      "val Loss: 0.6019 Acc: 0.7974\n",
      "\n",
      "Epoch 2/24\n",
      "----------\n",
      "train Loss: 0.4096 Acc: 0.8525\n",
      "val Loss: 0.3603 Acc: 0.8758\n",
      "\n",
      "Epoch 3/24\n",
      "----------\n",
      "train Loss: 0.4269 Acc: 0.8238\n",
      "val Loss: 0.2671 Acc: 0.8824\n",
      "\n",
      "Epoch 4/24\n",
      "----------\n",
      "train Loss: 0.6424 Acc: 0.7787\n",
      "val Loss: 0.3313 Acc: 0.8366\n",
      "\n",
      "Epoch 5/24\n",
      "----------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W730 17:23:34.754091868 execution_trace_observer.cpp:819] Enabling Execution Trace Observer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.7105 Acc: 0.7500\n",
      "val Loss: 0.2409 Acc: 0.9085\n",
      "\n",
      "Epoch 6/24\n",
      "----------\n",
      "train Loss: 0.6162 Acc: 0.7951\n",
      "val Loss: 0.1673 Acc: 0.9346\n",
      "\n",
      "Epoch 7/24\n",
      "----------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W730 17:23:42.749123366 execution_trace_observer.cpp:831] Disabling Execution Trace Observer\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4846 Acc: 0.8156\n",
      "val Loss: 0.1823 Acc: 0.9346\n",
      "\n",
      "Epoch 8/24\n",
      "----------\n",
      "train Loss: 0.3562 Acc: 0.8484\n",
      "val Loss: 0.1687 Acc: 0.9412\n",
      "\n",
      "Epoch 9/24\n",
      "----------\n",
      "train Loss: 0.3567 Acc: 0.8648\n",
      "val Loss: 0.1702 Acc: 0.9412\n",
      "\n",
      "Epoch 10/24\n",
      "----------\n",
      "train Loss: 0.4432 Acc: 0.8074\n",
      "val Loss: 0.2165 Acc: 0.9085\n",
      "\n",
      "Epoch 11/24\n",
      "----------\n",
      "train Loss: 0.2419 Acc: 0.8770\n",
      "val Loss: 0.2806 Acc: 0.8954\n",
      "\n",
      "Epoch 12/24\n",
      "----------\n",
      "train Loss: 0.2559 Acc: 0.8770\n",
      "val Loss: 0.2435 Acc: 0.9020\n",
      "\n",
      "Epoch 13/24\n",
      "----------\n",
      "train Loss: 0.2893 Acc: 0.8852\n",
      "val Loss: 0.1972 Acc: 0.9346\n",
      "\n",
      "Epoch 14/24\n",
      "----------\n",
      "train Loss: 0.3152 Acc: 0.8689\n",
      "val Loss: 0.1929 Acc: 0.9477\n",
      "\n",
      "Epoch 15/24\n",
      "----------\n",
      "train Loss: 0.3602 Acc: 0.8443\n",
      "val Loss: 0.1923 Acc: 0.9346\n",
      "\n",
      "Epoch 16/24\n",
      "----------\n",
      "train Loss: 0.2819 Acc: 0.8689\n",
      "val Loss: 0.2117 Acc: 0.9216\n",
      "\n",
      "Epoch 17/24\n",
      "----------\n",
      "train Loss: 0.3541 Acc: 0.8443\n",
      "val Loss: 0.2008 Acc: 0.9216\n",
      "\n",
      "Epoch 18/24\n",
      "----------\n",
      "train Loss: 0.2189 Acc: 0.9221\n",
      "val Loss: 0.2046 Acc: 0.9281\n",
      "\n",
      "Epoch 19/24\n",
      "----------\n",
      "train Loss: 0.3953 Acc: 0.8402\n",
      "val Loss: 0.2014 Acc: 0.9216\n",
      "\n",
      "Epoch 20/24\n",
      "----------\n",
      "train Loss: 0.2076 Acc: 0.9180\n",
      "val Loss: 0.2220 Acc: 0.8954\n",
      "\n",
      "Epoch 21/24\n",
      "----------\n",
      "train Loss: 0.2415 Acc: 0.9057\n",
      "val Loss: 0.1936 Acc: 0.9216\n",
      "\n",
      "Epoch 22/24\n",
      "----------\n",
      "train Loss: 0.2554 Acc: 0.8811\n",
      "val Loss: 0.2312 Acc: 0.9020\n",
      "\n",
      "Epoch 23/24\n",
      "----------\n",
      "train Loss: 0.2813 Acc: 0.9016\n",
      "val Loss: 0.1795 Acc: 0.9542\n",
      "\n",
      "Epoch 24/24\n",
      "----------\n",
      "train Loss: 0.2294 Acc: 0.9098\n",
      "val Loss: 0.1810 Acc: 0.9346\n",
      "\n",
      "Training complete in 0m 52s\n",
      "Best val Acc: 0.954248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_106710/220947854.py:90: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  model.load_state_dict(torch.load(best_model_params_path))\n"
     ]
    }
   ],
   "source": [
    "model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
    "                       num_epochs=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cedb6d40-7f31-469c-b78e-59d0985f23ca",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PkFGcc5hWRucI3tOLY2uVRfB4UwZn3MwVMHZl4v1lokog4FnSkdRIUpkwnESid2RXqc4YgsOHSHWB4jKCMpqSqxFNORVDgBA84gOLeRVaes+R9zySR6KNFJSqIAibuuY4bTnliKtViRJxItRcOXA954c9nETuW9zF2oHrhNAP7C/Os1pdJiwvEvsF+36F+Y6giVObGG2Ht5Gr6YSbuuNUE0+MN+iLMriIyIqbNuJMETGObEcw4TAuKGqoQe89F/o97vJLkinH9ZTndOd5vOw41y+5nnvev7nGTiujr8An5hh9KuPsdGcjWPAkqxQp4MCJEHAUVVBDzAFGxfB4RAXwRIEDC0xWKM6xyUqQQFbDqyeIYeLICJ044pwsqlUWoWNwAe88nfNstbKxRFLDrFJRilVqTVCUPQtIXHBnN3BkGdVCscr1sqUYdFY53t7g+vqYwwpjMe4uA5elw7oFbzt5iKe2x2zqxDIuON/tgyqdGHcT2FvucRIizxnOM8YIw4LF8gLnl3cRQo9KYNIRf/oY//L4Ia7vHoIeijiKCRflgFPbEHyPmbKzwmFccHdcUoBtzVTLjOI4pFAl4YBnd5fZ6/agVO5nYAO8Y3qYK3nNSS48ma8T1djWhOJQyplN/ZkFkc9QtFIreO/AG94pWZVQwUmgWAskjxBdIAk4p1xwnmRGxeGL45xTjquyNehEqGpsyQy+4zBEzHlqNcQ5QBi1cNF5LvkOdZUnihBcoJqw1sRUEzlXFuY57Dq2qvSsWOgJ2TmOp2Nuro/IKbEYE6EqFWU/9GzTxAObkceqkLIySsEXQdPI6VQofsI6h5U1V8qa/SkS+oHtoif2K84tLrFY3slBd46VdOzKjpquIVcf5fjBj/DO4we5fOECdS9wNRrPWV0g+cr5foHXgBN4fjjHpiauaGalcJxHQghcVcUbaJ2YauKJm49yqd/nP+opyRmP5Oscl2MOZI+alV1OFKuoZk5ubRFnMM5QARtQE5xWBKFoJlExA+c9GSE6B2KEGFnEDqmGWcF5xyCeSQulGtl51IyBQEbJajiUKobWglfYdx0bCeysIKJcKVuu1w0HrsNJwBkcVs8iR45yz0QmOOHJlDCfubF+kJXvKAbbtEF2yoWN8RkENhTWrhL7SM2ZU0bwAxdcz2Zb6dVzRzgki0NMuHJyhB966grWYhz2e6yGFRf272K191zOLy5zwQdC3RHyxEdOHucdT76X7SMf4VAWHKwGTjvjnA88vl0jwVBrQfyssKI4iP2KAzFqqSxsj13NnO5OGNOaXdlyPG1ZuH2Oy46TusHKxPG05iSvue6FlT/kkt8nGBxNE/npuBKZeQKNymm1omY4Jwyxp0RhGTw+ekqo+LDAcLhS0Qw31MhkEhkfhZ3zmBdKVUwFZwbiyGRu5EKQwOShiwsOfQfOeLKcUrVSDZZOuVknVCL3yYJLbsVWhOILN2zHqSnelKwTRSsxG6EqVieemBwxevaXPU9NW47qRHXCTowrrnKzTqQ04ZziNODp2Dt3ERsipXPIsKA7uMj+/mWGvTvp4x77VFLecD0/wcl4wqhrDlYLprsvsMhG9RNR4DCuWC0vsvGVq+UGRTM3tHDnYo8ilX2DEht0cLTZkMqOpJVSIWvC9Aa7WthMR6TdGrEO5ys5QPanJG/sdQes3IK1bc5q6s9wJQqgHoLzVDWkepzzEAPiIHpH8sIQBjKK1cpAoAYYa8UqDNEjjnZyQzEpmCoahFwNX2Te9ipJJvqiXHBLVho4sJ5d3TGRwBlJjBtaWdfEZT9wvl+wE2Gsxr6D4yqIFawaXg3RwjYofR85H/bZ6yOJwKEG9sPA1grHdWTRL9HqEVPwPYuwwMXAhkr0juXeeQ72L7O/uMzCdWjZcLx7iuvba2zZYZo4yWuqLwzn9kh5ZF1HIsJTuys8OxgbJyQSg+/ZE6PWU5ws8ApZK8f5iKPd1XZiI1DqjnG75tpuZNquGTcjJRViCKwOV9iwpGCchkLSU1Zun317GuJEBIjBY7TUWcXACyPWVidrSPVxylQy0YRCJUhg6YTkI5MqqNI7IwiMJpgJUxUERx8jaEuyo/NEEcY60XnhfBiYkhKYCAKlBsZa2FhiQ+bJ3Q4hcM9iwb0x8ivjFTZ1x6SV89ZRyaRQODLFDK5MniKVg76jukIyuDPsc6lf8sB4g1MmQlySq5EFJPTcMQyExR0Ql2StlPGYbImr6+u4suVIRw7E2J9GxrFwY9yxdO093ViPLBee61xnb3GAF8dKBp5aH/HE6RUu+D06HCemXNcJyZmSE7kaNVeKCb3bo4oj4hE3gROcdXTWkVQZpsB5t+By78iuO8upP5sRzVOrkKxQTcle6Uzw5kCgVMPEUCsECh1CMkWA7AJFlKBGQZiKpzMoRcEFltETgtA7j4ngXMAMIqBmHGtCUoP1BzewkMidsad45bhkNmRO6oTJxLjZ8bAZlULnHKnuuFlOwCqqhUpEtF2riOMgDCjgZaI6xxAWxDCQrNKLQ73hgyfGHvVLOt+xqplKwAtMZcNOt1zCo5p4YrrBuDlFN608stmNFGesusg4Jk7Shs20RrseN22pBrUW1nXDUiujGjfzhr2wovMdu1KgFHo8QmWv7zkfOjZ1ZGuVZbfEqrGUyPPCgpecey7vHq/yZFmf1dSfXRCJCoLgzdqHXjzqwFdBVBg6j1oloxQFZyBamWRi0oIadOJx5jA1TISFi2Tv6TuPC4YinAsdXRgoZhxKBYWnxjVZDB8dHZ5Ix54MXOoH0JGH05bHCkQxtlbYlYTqRCzg0oQJVPN4qwiFMZ1SfSAZnJYdl7uBg35gR+Ld+ig4oZbEjZLZ71cEMaIWtBSm9TH37l9E6YjqWWTP49vKLm3J2xPyuGG3W9NvobeOQ+m55idWLmCWqdXYpB0SEy5mxDkET7DIUR6pSZmmhIpy0O/hu8CIMOYtospSHHfuH/DwFkKZGHNh8BGtlSt1zdtOPkjpVnRxdVZTf3ZBFJzgVVDzbZnVSt87OlGWPrJToYigUrGSSOqgCiYF9Z5eAsE7xBqKvfAOC4HRGRYMdcoubdmKETUgtDzrsWli1EIWZaKAwWCJtSRO84aXsOKyBcYwsADStGGbHdeTstEtSAHncNJQdjVweC65BRnHXvQ8Xjac5AkNDhd6XN8RKFQ8KY+ULOzEg418vu8I45rDXnnRsM8D1zc8dvUGz+mWrJ88ZtweYWPi3PI89x7ehZeea6cf5sGjD7G/v8dq0XG823HRX8C05ZdWM8UmUMOZ0uFBDbK1ck/NpFzxTtgAD+xO8N4RXEAQOgtUc5zWQpZEAEJ4GgaReiM4QScQhYWLrHwrCZwPka0ZN1Nm0gpV6SQSxDGaUYuRXEVV8A7OGSgQDQYJmMBpGcGE42nkiMTSR0wHnBg4z8J1XPCeTc1s68iNesJRVR7eXUNVUG9cEsd63JFqIYshJpQK4hViwaxSiuIscaKJPvQka+UFc8aOQJSehfSMKqwlQxWyJVQ9Xj0Puht8aH2F+yfh2uPXOPaVZx/u8cjVhxk3N6jTxPNXd+NT5smbv8WfeNFLee9TW453RxAC61LwXeB4OibWgRfv3cepFJ4Yr6Nq1KlQktH7QMmniF8wSEUkkjSjqhRXyWqIGKtuiQ/GhbjPMVuO/UgIhTv6pyFi3fWOUg1B6bqAd1BN2AmQCwEl7TIuZ4L3nO86DrvAwzWjVMQgImxqwiSwVztW4ugwFiZIFZ5Sj82p+66OPKWFwXnMOfbdwJ/Yu8i1ccubTx9hXUaKge88gzo0Z67kTDWBIJSSMavtjjaPaMQZ5JTI4ijBmEphIyM1GThhGA5xEhmnDdUqhcxoI9UUasDU8Vg6QnaFG9fXTFefQGpm9USHz8bNccNCe1w6xC87fmP9FB9621vYLI24iC1PU+OiO8dxGikpc92ucT3vGGtmES+iVbkYIrVkTujIZUvfe0KIRDcQDKSWlqvFQPGOtTjuGAJ32WXGdAUfA0cundXUn10QrWuhGDjvCLRgEgeTFrZm+FTBCr33+Bix4DjGSHMNZ+kCezGyTpVJDZPKWCeGHDiXhUPxnFRjY62OZSIk1x5TTFnbhv90tAYxNiR651AEs8qOQhBlGQMLPxC18ngdqcHhg8epgFbEOvrY4cUDmUkz3gtRGma1m7bsSsJL096btaJxME/VwjRtqWPGjZmsI+aMoEqqI1WVapljSzw0PQK140Uv/Fy2ZctD/RFFlKRGdplqa2rN+LDgwe01csmIQt1O7KRSXSDMK7TzsKsFL5XOR8Q5gjmmUthtN5irnOsPmfyWc13PwWKPUJWTafzEE/opjLMre5gnYCTRRpCicYmKgdNK743sOwyjRs+pq1RxqAezwEaEdSkELwTfTnTqjckqj5dEVMOorAAnsFUjUzCpVIyJzEfYIaZ457kjHqLOuDLtmPK21da8Y512LScTxWP03rFHRyfCrlZGM/aIJAamdERBqKKEOHDvcAG1wpFuOa471BStRqkZGyfqlPAWWkCWDFbwACqAIEEoGI+7xN7+iueGwqnPjBiIcmG5Ymupwa51ImwK1YylX9B5T/EeJ7CuO8wV1CpRPEWhTo50suHe/cvsL/Z4eHfMoAOQuWNYspsqo625yTGdC6Tw6bmJfPQ4syC6OAg7E0oBEWXCQS0tGIDJC2m2RXGimHOIc3RO2nYgoBgikeA83jnMQCuoGBONwLbnO+6OgSt55GYqKIoTEGd41/CkVDLXdMsr77iHXyrwvs0xIpld9VStbKzQiaNaZtJCtUznAguJROf54sO7+Mj2Ju/D03lPdUJwC84PAx+4+QQnNqJUTCulVNwMDzgz7kC4tt0hueCdh6IYiojgfWSvW3H+/J0cyYZffeo9WB/hYKCPwwyPFEqu5Kky7kaCOEInlOoYncP7yPluhQ89qU6cljVV2+e3PyyZ8sjNtMEvFzjnqVnYlR3JRSI9qsKONT4/DRPr2kEplYiRrVJrYRDAtdWoIIgoTgSxli95MToRVFpq0jkhiDCIY0QIruE1yYF5j6vGiWU2046ptgq8c76Bi+Yok9KhuJrZySk/9/iTXJ2uU2xHzhNbFHEBL44kDi+tgBsdhDJyvdxExPNLacvoKngHbsBkIknit9JV6iKwZJ9d2bYIdxVNCaNhYLtSuRh7ruWEkwZVqIeqiuLolz27MDKWBCE0KmtSqiXWomgqDN2CsSYkOHL0XKditQGxzjIhGJ0L4ITOD1huK/JOElsJxDgQncNJRRYdJxJYxkAMEZcD62KE/DTczh7f7drREaNUpddW49qmCS+OOruWCo06GjFcFVxVnBkJWHgjiKeaUSwxmoIXDr3hMG5qwmampGUFMYoWTD1BFRSqGNGMClzZXiPpSEnHUCtIBRcbu7K2AIwuYj4iQFGl85HTkFG0UVecgkgDI2k5n5dI75YkK/SSqKp4B1kipUBgieQJqxl1HhPDUpprcDtCFbquo0RwoQOJhAIn9ZQuBFayYl13XFrdxfF4zCgTIQ44H5DgOXXKrqzxAj2eqRoa2ordDYEQHS9e3QESed/ucVbDkr2wopaCZCMUIZt+oun8lMbZrURHJ5hzTLUgpVKpjEVx4qh9pDqPc0L10Gtg0MZmLAYOJakwOU8XKmtTxpJRrURxjbw+nqCNlk0tG4pCiD3mJlQrAcdWjcOw5CA4dlYgTzyxO0HqBjHXWABWcVoJCLW2JL46R/QDzgUYOsDRdQOZES0TAaF4o/iWRC9jz9Dtc31aE4Jni0KRxjCcCtfGCekjNQS8zdydnUD0WGjF5Vp3VASxjNkC9QGflIByc7qGq4Vpc51SExagugyhw9SaAKAbKM7YTiOLxYB0Hu8EL4GOlujXzrgwnEe8Z5smpilju4IrHvX5rKb+DIPoyhOYC+ymHb4UMMULSByo0UPs8NHhQiCb50gcvnMMEuico6hRJGC+p1jGtB23MeWh3TV0ex1xK7wLSN1iLlJ9ZcpHiE7UviNrYVcKN7LSaeCcG/D1BHWVSsufpLHlwAXEWqnFaSuDpCFSQ2GQFaaVrYwc9gMLt6IWuLG9yk43jP4GTjqqGME7gkk7kTpP8Yp1geiX1DLRhQXjbouGyOCEnU5knVAxJCtpyjivWIhUq2gJBBNMPXnMbSU0BXWoGC5GumGPSI/lSq6ZilF0pODoSRx0l7kUzrHvOq74iY9MjWRXU2EInjB0eH0a4kTx2uMgDhl38zIrmGtn0BA8GgI1OHYG0QWkH8jOkXyHxoCKR+KCidSSUDGkTqRxZHP0KK6sCSEDEbEJ5zxWTyGd4vvIlEa0TnitTKUyTZmTbLS0x6FUnHMQAkSPeIOqeNexiIFdJ9QAxSY2mxHMMN8x1cALL56HYtxMFcs0uZOuUZSRSuc8zjce1FI61AIHq0Nu7K6ALyCOaAtSHjF1oIKq4iyAOZxvRVhfoVpGzdHFQOgXpGlLtILvV0y+IN6xrSO9gzu6PZ57cC8fSSc8urtGsUINyn5Qjk+usOuWFIU0bhAEdcKoiSWNpnNW4+yCaBobXbUYJiDeGmcIj6serQWmQueU4Ds0nYJzVBeoBv3iEAaj+g4RRy0TeXeVfHqEnF7Hq+FcwRlUp5gXnHoWzmGlUqYtYhWsrSzB+ual6AQEskAfApaEPCXMGau4wHcdeapINWL1uBJRb1h0VGeclCN+4+qE1to0Ze6AQyJbDay8p6abPDluyQKOxOQyi2HJNt1k1E0rLhsE9UgPITsIHgSci/guokXJ6wkWgSIta1SBSXeoV7wPWFScD01tmgtrN7Ils5kmRAIvWd7NRhxbm4hhn49Mx2yPrmOlggv0zjNJZUvD1Do9UwLHGQ0zqhk4EOeYRBEMsUJvHm9gzuGYk2lAXcYYqXiq6+jFY+xQreRxpJ48howjfTUGF3AKQULrE1IzqBFCgKJIdS1ZtBa6IoYPPc5H1CumBRNHETBtuEx1MNYRvND5jiHu8xkH+zwumQ0jozQKaeeVzVSouXA6XWNThFgGkAMOfMcyFe7Yv4jPlSlUrt+8TrKRLgQYBAsVwSjbgvceCUKIHnWOcTfiEOoygBiSFCmVPNF4TiJUAdmOiBiGZ1EDi6Xnehl53E0E76mxcBgGPr+/zMm24sfKtJ4a0c8Mt9hjy5YstZ2Qzy6vPrsg2liiUum8JzpPsbYCiJvxHwpiglNphx0xRA2h4q3gpmOs5pYQ1pE8JtxuwlsgiOAIeAmoU1R8O/E5qN7TItfjLOCcI2lBxCNdRIIHayT4ECLeB0KtONVW+Q5NCbvThJaJm9OKXdliQTFJqHdsVagILjYqivmALiIpOp4ohi2WXLWJrkBJhoYeqbDf7VGcZxzXmCm9QQ2VUhW/E6oWUDCJhD5gQXAhUrsOWXowwedENcMVwathWZlcIidFVFFnFOe5vtpxPZ1w5eo1BMNiJMSOOo6Erud02kDa4aYthI7qnoYc6+xKK0WIkl3FSWMpikhLGJv4BnANhDOHmcPU4Sh4y1g+QVRxmpGUEPVEHwkSyUD27bk6qz/MB4Jf4p1jqjsQwTzIjIFY3wqvOEMkoCHirMP7SBc60uaIqJ4LQ88Tp0csnWPflEdOTnFeKRSc9xTvkNgTFhFdOUJcILGjdAISoBpTNUoVeu3o3QEpbxEJ5Jxh2meJZxxHQp7wm4JR6EXYaSV4RWqhdB4bjCgO8z1ZtG2BLmAm+GpoKnhpdBnKlk4iPkRccXhdcCoTlrbEZAx0VKtE6fA5EZOiEiBVit44q6k/w7JHHFpiLYJ3ARWHuYBqRSQBDmcF1Uoxw5mjt5b/TApqTewn2rhJwTwSAuIc2SpFhN73TX4dAIlI7JG4T9cLOQdciNhQsdFwCOZA51oXYUB9S/aXq44Ly31iXaC5crN4nr2/z/Gm8GT2dGFF3m4JtSJli3mHdgW/t0J6T1000K+kjIvS6oUWyK6iC8HHHq8D21K4g0scbU9JkmF/n1DPwZgwq+QpsRor5qF3sBTHI7st4gIHiyUTHa6LnNYdKop5T9gf6EJHXx03N47zsmC9PWGajun8AqdKdYJWR1bFZyXsbjJIYG1CYkJrRvTsbKnOLifye+A6nIsgAcFhJigT2AbPBjMopohWMI+jPRYCigLSBI0o4gVcRPHU+Xd4T/Se6h0aO6QbYDEw+kq1HpwjBge+RwBNGRTUeVwf8aFHtbAphc32hDAs8KsBHzpc1+GSYrlwIAtkl+k2O65dP6HmDGZwWumSZ4ljc7zBTMlR8FKIwx7qC+Vkx6qPTE6oDp6qaxyBc4slRxjnh4tc39ygc8J5uQPUYa6y3e3YrHf01YgS2Y1bsleonj13nu14nSF0bOMJ2TvW0lbka9OGzgQTY1M2OAF8hAKSMi6PhLBgp5WLq8vI6BjrmqRPwyq+CytwS3xYQFhQgVoKlG0jT9WMs9JOF06pBXZUvHMtSFTbMVTmE1UMVBfIrp1Wgg9Yt6R3kRICUzcgsYcQqFawWSFSreB8oNSMCEjs2grpOoJ4khTMDGdGVcOJsLXEw3kHBmIFrLJaDkzDAg4WrHyPz8q0O6WqcrTZwWbi4PAcOSXGkyOWh0tiVVLZshgiUNHgUFfRIXCjTmQnPJG3LIeeYrB2QthbEaTjjvMHTFNiLxUClZOSWDphzMqUlUW/j4xgpzs07TAcJgYukmLzEhhcpFqiTDuqCkE8xQU2Tjh38S6eP9zJh088T44gZfcJ5/NTGWdHSosdwUd8XCL9AnNKnY7R9YjUilXDAcF7MFARakuaAN8wHFoS7ud6mDiB4Cmdwy+X5LCk0koVQtN8eYm4OFBli9pEpfG2XTFct4C+WbOIOVQN7z3VOQ6GFbtquOTwLlPqCbab0JxAleQDcbFkf3mAiDL0gW3ftWtbrZjShnUGxbG6cDdjKTPlV9gej/QhEtRRXKIGoyzA+QpDYEo7NHh2YcLKBtd1nMSefb9g/9w+p4z05tlaIZUKKsS6h5uEhSXS7hoyJfAeukAuCXGJXpak7Uja3qSTnvvP38cjccOw6hnXN7HtljuXFzktW07saYhYSxQkJjRsocuoVVK5Qh6v4nMmWkB8P0vABe8NE0+hcYjN3aqrFRBBnCDeUKl4B7HvcV3fCP9VyNOI04kYDcQTNGM64kkolcW583SLJRsHQZSkHtNWyAxmODpetFjyVMmcpmNOthOdc9QwULU2uZNWtuMp4jwba1iXWOQFh/fwwU1iCiPVK1vf4VImJiGnHltGlsNFXIHd6XWiOWRnBM3IOkHIqBdKGKm9I0VHcY4xRq4vl7jYgRq7UqhaaemLEMNAv79PFwJdVhZhYCxrppzJeUIUVsMKFzwaOh4JI7rc43hzzEHc4/0SeQ47PmP/Au8+fRquRMSEuUqqx9TTQtkm8skJoLi4hwv7eL9qWIiVBudDy5vUUOdogqNGa8CB96Wh1rVQTk/o+kLsepRAte1cNjhBRFDgIAoR5ZrsmBYLDKA2BoCIUUXpemmuIOaIIUBNrHfH1JRI3tOHgRAGYhiolqBWap4QFTQVkiTeUx+E0DCr1bBk5Xqulok1GekFP/ScyIh1gts7YMoZcqWnw6aGlMt6S09FgC7ATgohBLQ7YTQjI4hr9cF8q9Ace/zyHOwNmPPscmXcCRI7vPbsppEDAn/qzpfxoXLKB3aPIupgb8GIwyzxcEqM6ZSwOLtevGeXE+kxpSR0GpEpo5PiqhBXe3SrA5w/IPgFTgKJhJBxDqhC0dIczERoYlfBULLt0F1GckbKCBW2ux3OFbxWSrZGVitKr57qPWsS1Xuq3kS3mdAvCdGx6BtMsJ625FIZOeHq7hithaojTrQJL6nshX3uHPZ5cnfMWCaq1rYyDl2DLLQ2FoETsqtsa6Xr9vF9aiWWKVHGgnRAXOC6Dqw28ti+w5ugkyfkSC4JTQm/LcSRZl6xPcKLUb1DQsRqglqQvicdbOnvuIPkA6UWihW8j5yLnnXcp3ghjEfcGZZ8CMeOkb5fsd8fcmcfOS6ZaZe4GPuzmvozlFFvTxq/ZsrYLTuZPiBDjx8W9HFBJ3Deex7XQLLaVhwVxNpRXmfzKxWPA1zO4NrXEeMSxrVpQhhBHMUC2q/wzljgOU1bvAT64KnZUCZqqfjQU3YZdYKWNdUSzgR1gYGeflSmWshZsVBJLnESI0Zs9oAhYB6c73BWSaWBmSs6xjKRvHDvwZ3c1A2Ty9hyr2FmNtHJgpS2aB4bam2Z5CqsPOf6JVZ6pnHEpoFlHEg7RW8KcnqK2yaQirdELwPeHNvNVcbNmtXePtoNmC8My0O2JKbgmXzPz6crXA4XuXjpWaScWFjlqy6/gHUy/vPxh1guhIv2NBQvWjaoTUFhDgIeFyPOB0CYNJFVSXlHrSNiTaLjXZNZD665dVTJIJ5sjlILZor5QEW4qZXqlKqtZND5gAaHdIGbVnHDPobgLUNJkCY0jZy4HTEucCb0dWK0hHkoeLZlgysOZ0KVCVxiypH7Du/ifZvENm8pfaCTAaySS53JZIGNCuI8gxiPba9SRRHnMG9IF1l0e3zZuc/mjU++k51U9qqRp4xPgkbPU+sjrFRyzjiFo2jkFdQwEA8HJCnmKn6XkCqk7Q5PxO0q6+kYGRK1M7YpU4Lg4oJVF7m0vMj9yws8qqf0vecuv+B9T32EMY3s+559OSA9HXEi8Y2eb66dtJw4nBecTtTplEl24AM7MwIZbw5nRieKuUCQhCtTW7ppHRDrlFDNDfdQZbSCmrbtRRwFAUayeEJYELpI1YJVqK0ihTfBlQoyUkolpR0EMPEEEyjKpX7BwXDIB28+juSJOl7jV993hHUdxECoGbpmWmpRcWHJs1Z38vzD+3n/ySM8sXkUV5SF6wgGJSmqI+M48pYrv8woO7w0CoyXyGG/x13dHu+78hFynugMLDjYjI22EjvYjzi3oGjB3bGPSmSZYVsmfCqETWaxOORk/RRsJoIq6nb0y8rL3D1cXV/jxef36Ptz/NLx41zZXqGPHUOd6HuhxKchx9qFmXTmpFEbnAdT3AzP925AfEcNEXEDphnV3NSwJDZTE+mZjlAykguiinmH8w51tLS7TlhVpBq4CYgM3YJeHI7KLieEJhYQa05s1Qo2TSzE40QopZBqQYgMPnCaKtt6hFPDa6CYolPmIC6wLEzjSD8EsghJMy4IuW7ZbNeoK/hlBwgv7c5xzg55x5Q5zte4w0UeHa/isiBa2JWRSGCSLU+WkXNhxUbmI39uplydGUlOmPZ6fN8T+47JMk4cB4eHJLeiThOyV9loRhbn2gdTCi4Xru82/JsP/heCVC4+cZ7BDLfcZw/jSnmSbBPH+4f8L3e94Kym/gxxotoQZQkOnMMcWBGqJYI2nbwm8G6Bha6pPFykeDjnAkLgdDrCKmRrhp7OCdF5gveoj+w0o9KCM+BbkdUcZhVFWcXIpmbENcS85kwMjkAkTTYbRhhOhaAVc8rkCviKK46F79jrIzenjKiS1iNFC8UlckpIDFjxQOTK+BTX7UnKIiCLdtO83Y74f33GV/MiS/yjD/8cV+sOd7AAi2iu9KXQ05GKsfQDQaDmLbXrOd/tgXmePH2cMBmyLdRUsF1unKiYuDGmltRLpV+dZ//gbtabE8wKnSp5d4LuH7K5HIkV+hRYjAOnx9dIbuKw22NbIyePX+HfP/IIfN3ZzP3ZyailqTOsKF60uaIpJGv2MK6OKBnHBvMB8RETh7jA6HtwmWIJdQ6cx0cIrlX7Vz4gsaekTKHV5MR5xGR2S4NcMtc2R1QnrMLAoHBUCyOKp/GbnDhMlMkSeIgzR1lr06dVKVQ3cBADn7na573H19ikU3x1rYGvtbu937UEu/QJmQb8NiFdh192xAr//oE3k91NKkBSJlr9LQwRNcUvHDtXGa0Q6ImyQk3oa+B5e89nocJvXv8gqe6IMSAY+WiNk4lKwfqArycsjyvj0kix+Ub23YAGD8MeEjp2WXlynZCDy+RpzcJFntvdzenmMleOnzyrqT9LpzTDmVAUcs1oaVpV1dzcQERm2gM4rzhXqALBO3a2xnmbj/ZQAfF+dv2o7FKm5sQ+iaNi2FxKA0HMMFNEJ5jVsdvdjp1CFM8QZuN0aBCCWNsezUg6YQEWscO5jpyNdd6B87x3U0lBCdaBQjDQLLiSmThCvDRPgFQIXYePyrkUefLxt/PY8YPYUFseVMGZtcllRZEJh2O0CQNyqBQmtubpkYYhiccf7LNIPVYy6eYRd+xfhG6PJ6criFO2knh0vcYmR/aGdB1hcYCbCt621NjscJ57cMiNoTQvBDpOKlw8/yzO33vfmc382Z3OaiPB11zRWpsWqv2mNX+YKRnMli20wgWGIGK4WXfm1ECt6bpmOzssIZYpJlitiPe38y4za4Szarhi+Np4NhSliJCcIOLY7xckrWStOHGINcWuirJmwtdI9D2r5QrvPHkaEQsQwKuiJlxcnWO7WbMpp5RakTGBK/ik4CtHY6Ee3GCxyZRNJvh26uz6Bacpsb+MXC8nZKdzzdAhkhhr5oL0JHMNsPQOE2Fvb4nHceHgMpGeo7zBSY9ZbvjW0kFWmCZIia404WSoG05uXqOK8cBigV/tM0Whrg7IYZ8xPcmzuotnNfVnGEQ0qXFVbbp6aWFS57tfxLDQWI/iDKM0spkPs3BR+Gi0Wq15WrvqmlzZYCoJcWAhkDuQ6KEqFI9HcEUblaTM+nqA0sSNkzUJj5emRJ1qQWnSHa+e4iov2Fvxsr3z/PvrJxSUGDukBpIpWQs3x5Om5cIRzZoYQVvlP/tCyQlNgt8YwTIhQIhw2S2QErCyoZu2jWfVtZYQSRM+F27IGhcc6tsWXwTGvlK8sDHHZ+/dyT0Hd/FfTzKTZQ4qHE1rVEcgQjWujcegFbfL1E1jGRRVSi6UZWiJeDnCxT2elKehZyMD+CyId2g1NAtRwbtAFQBDzfAUoGse19Ikyri5eq+zxgtFi1LN4azlI1a1rUoopIRJW/p1Dj8RqF1TiEoJeDWKKr5W1JQ8MwSjBJg1byqVabNtOVhwXGfNnasVrzhc8a+v7VifHhGCJ3aelSyZZqZlqbODgBkBqJpAHWJwenrCtN2CTpRYMF/48PERQzeQxkznBR88FioTSieKRvBUyiRNzduMTtC+EKKndJHfuPkwnTj29vbZC+e5sb1Bib9NihNxxMkomy25jEiknWy7AKsFZhm7eY3J7+FC5c7Fs85s6s/QWqaR5EWaONG02dVFB80StNE91JpZg4hQnTXJjheyA0yotdWZSIaZQ51RVXGqiFnTH7oKZcK2pakWZrKZxR4bHDpvg1aVOmZIqfGXpPkDaK2IKMEcOhdltQhXyhH/Ufb4C899Ia8Y7uMND7+DypYpKyoj0Tv2wkDWCSuVDocoOAe1KHdIz917d9ClB8g1U7Y7NAbiYkFaj9RqxIVHNxnRgrOEwzFAK8g6hwVjJ80o3k/KEAds6Ti1CVU42W3Y83tkOwWrLR9E6MOKVLcUN+G6iGrF1aZGdutjAp5VjEgpnGyfYO2fhrWzOrVcpBZw1eiDJ0uguoaMOlozl6QVTFGV37a1K+AFKobWxiP2BaDcbqalRuMcm+Csua9VtH0fPMW34DQ8JQjFz4oTaeiwK82t1hRUHcGMam1rCs6RSyFPI++++Rj/W3X8ra/6i8jqIm/+0Ju4oWuqdAT1bMqGvvNIOOTccCfR7XF6+gTT+goLIs+56166d3ZstseYVaYxEcbcPB0QcvUshgWbacJUgUwXIi89vMiknncdX2nsT29YmHCDUY5O8L2hISC5cpSewqwgfaDbP2yMBtvCbiKIUHNCqFjfoaWiXUS6yMnJEVYLvt/joRuPn9XUn+F2lguq8zaEx7nmVz1RCb5RO5rTV3PIoDZsSWvzXfRmBBSrILWJGRHAaFYv8zbnXJNjq7XEHObnq8NlpWhC1GHBN5XELb18BEIzfBAVOgmMqdFUG2lNqQabmvjQ6SO88fGrfM2L/2+88QO/xrh+gpVf8dwLF/jQjQ17i/P8+Zf+Jf7k8/8oe/2Cdzz8If7pf/onjMcPM5VIqpWCUWmEOUktWVYB84H1+nR2MxHOhRVfcu6ADuXNx081TrbWlho4x7Q9IgA9MErz+XYY3guSDD2+AlbZquJjwPkBrc1sQmqC2FzVdLMlup7SL5o49Okoo6YCqth8jM8G1AaUibVJN21mVubABTfz0Wb3j6JobSRZh5v5RjTg0AmqhWCCE0+liRJN2irX0GybFy0jBIf13XxSnKglt2YtYnOtTkihbSFmvq2KQ483GsiH8rMfeBMv/6wv5Fs+92X8zLuv8MHNMY8cP45zji/7rD/Dd3/x17DqI2LC8w8+h6PrX8n//pafpFomaaWax/lmfFppOBpA9OeY9ATqxAsv3cdXPPf5/PoHf41fvXGdFIw6r7LiAp5WnsnzFhxEmoZXQEvzw6xqxKEn+YILkS4OHHYH3NidonUiJqjbHaVOZL9jf+88VjpO69ORqG8B0zATuponjFZjppm1rUu18XJQzDVNlYphQRCvTWefQUJziCV41DVbPtIEWhu1VZuCxFnbrqBJk9xc/PXeoUAtCZ8KljJFZqzINyXsWFsyI0FaUuN8gx+8YGpcr4/zxg//Mn/+uS/mJ97zFpDrpHTKhf3n8MrP/mPk7Qk3jieG5cDm5CovPRx44x3PwcoatYxGhwFROopVpFa89Lzojmdz9eSYu1aOL7or8MaHfo2j0JP399F5dRCZfSScNHuYaYc4j4s9y+WCTLMfLlobTRaH842NVW2k5DybV9BOx4BIxEypR0f04QDy05Bj3RPpfWArlUylmrZTlSjO2kqB0pYpQOu8nLqmRSvMLvwRzAWIEbqI8w6xQMgw5owrFV+EmpuhusMh2hxr1VVc9UQriBlum3Ba2ahxi4nrjGbAJaXJi6rg+gELjppHtM40kbzjPz/6bv7iZ7+c552/n2vpCtV27FfFX30P73lIKWnk3OE5lsPAeP0mL7x8gWl6H1s5YbhwqW3dzjeOVWlyn/c/+RD/76/8s3zwsd/k//v+BzjVxGLV8Uee9/m89+gRkuwoWknTiFSgZAitH0rYX1GCw442SAzQ0dgIWtpnkAr7fonmlkp2oWfhOo7rGqsVsrKtlV05arjsGY0zC6JLfp9ejGzNDexm3bJmaqUJBBVtlNNqTTlBaxUl6hlE2NamUhXvsdiamEi2ZmwgNI4QBsE1U6zksWRQm2utm9tBYIVGnDQWtZmEC+C15VLMqZZ3rf2nqbXlz2tLRmtzP6sb5ZEn38u7nnqYP3r3Z/Pup95JsopzkKYTbD3xwLsfIPZ7vPAFz+XqB97Nhz70NroVTEdHyNCz3NvHaGWOUpV+uccr730J16+8jY/0d3Pp8Dmkk8cZtzviNnGJBU9sT0CVg8Ue67zBnGvGpVOi3LiJrzq7vi3ZFWMYOk62xxRJ2LZwY9rS+cD+/iX6xQHHJ9exagTfYVbQPiI+NmbDGY0zC6J7hgts6kSvhhdlsta3NQfm1eTWiaqR2TGQWadmOpumm8dKA7ctV7wH51t5ovS+BYITNBgMHouCqpuDRiEJlpujWrYGphVtcmlc83mU2VTLY+0aMrhSqdLaiJY5uK0A04afe8fP8/948R/jQHvWZct6O/LB4x2Xb25gPObk+sP8m//6S+TTJ9ju73jPR44Ig2M6t2U1LKjeNYOLfuAv3PPZdJuH+P889hSpPEjZTBhNqfLrj/8WLHp87JjGI3zXiqhTbMm5xohMwNhslm3aoGXieHt0mzGhU8HNrcFOjq5jN682iq3viWKc27/MU+kaRTIsnoZN884NC3QMjCSSjpg5gnSYpMZWnAOnaeArmBBMEGu1LcFaKcB0Bs9qy6Nyy31Syphz4F2TZs/JtHpFosdU5q1SsKKYahMvzjYyNtf2RFofNupcd0Mx02bCbkaPYyEtYONoPPDQr/LIovLyoeOtp8apjfyH3/hZ/lQ84PjaU7z3Pe/nfR+5zr3nI+XZC4yOPUtsyg6fT5myZ79b8lUHA/X4Xfz40REnPuJNiIcRcRE/GWUsJF/IeaKKcnJ6zBA7nBTWVFJJzfyzb5/ZogpDWGASKWVscEFomJnimh93mU9mtZCAm5vraGgrteWnIWIdCOzFprkfNdD5FYNfMfrEru4Yc2IhHcHBRhJJm3bf6Xznz/Kfzgm7mmFWxOpcXnC0Opep4An0rm2bVcoMXvoGBfSR5CckNUK8BQe+YVeY4ZkJcxLah88cfKYEESKepcTmI2BQauFn3vc2vnbvmFdEz4P+Eh+sp/yf167inrjJI1dO8NGx8bB355187XMT//i3rhBPJ6IpLzl3yFecbzWzX1xv2BYgG+oS1i0QM8qcxPjgyEHINTUptRhlm7GSQTPBOaoTTKD4cPvUZr55EUiAC3uH1LjkNB2h1uqGbm5QmOpELR7QM21mf2ZBdFQb5cPEsYo95/2Sw74jeOPKuObxsmZwwl4cuFG37GxitEyWStF2V3hx7MfmVDbW1EoAWDNTmJFZ5lJIEMAEs3n1kpbEeicECTjvwRsaIWnhVl2uIByEFZ+5f8C7b9yg5h1OHVhtdWJ8gxmaex9gPJwK/+J4yb1u4ovkcS7fnPg/PrzDrQsM0J/3rDTzouc+m/5wxWb6P7mzW/Dn7txn3615z80N7y2Rm1VQc5Sa6X0EK8g8weICu01iVyZm9R0pF0otaGnubibtdOu9QyVj0mz+SjFIGXHKykdWF+5h/eQpRoauubwFcViJWGmGWaZPw5yooa9NQ7bnPMs4cOei46ALXAxL9nRBqorznsH1WFfZ1MSoE1fTjlEbrD+VtloEEYoZt6nA0myJRRxOpN2FQiuo6izZ1kqxDNhc+jDEAp7mANucZh07qXwo7ZhCabW0olh1YEZvzfmsdZ6dcSsRtuL4oC54NPV0fc94d4/uEufvUZ6bHMOVG3z2uXu47gf+5B/5Sl4W3sa7nngf704DJ27BWpV0m6Hp8Ac9EUfnPM9erfisc8/iPzz1ELseqlaKOixVtCg2I+sirkH7RutgKaC1Nj45DlHHlWvXeZbuIUcjErSZkg6REmILVm3loLM8np0dTiSOKDJ3TYQCrFN78wXHolsQtKnqg0WiwNJnTuuG4AI3c2Bdp2bsQG1ualXJUman2dlA0wwJRvSBqaaWBs1tPIVbbZqMajQfkjqhtRVpvQgilVI3XE9rnPfU2B7vkhBqo6UwG65Lc6HGeY96j8sFwzF5DxcGTJWjKtzHAc+6/BJe8kdfyYMfeTef9ZwX8Y9/5SHeeXrEgRtQ51rv+iFiWVkO+9y19zw+99mfx/mj99KXD/AbN3fUoMhqACsUJ+B7rBg2TshUudTtM46JNK3xriPlLTUr4PE6s2Qn5cHHPox5QbI2BvFkmKTGp5rlWGfnk3aWtTOthBBodHaYysSVYtxIbVW5VaYwGnZUReiCY+UWOIxcM9kU1dROH9YCU6Q5qQGId+RZNSKWG/bUlqfmeWRGmjsYBRoPqFoFaQ5JhuDmFSeINGN2GnVFglC9MBUl1kZNEZplMmZ4be6s2RRPs1Fuzv7wATvh2ecuMh5d4+ojD/Mrj76LtPC86LkvYXN6jZROKIueg3OfyRd95lfw0rvupeSb/MJ7385bPvwexnyKxg4dIrEEslPqMjQm47JDz+8jznG1tlJH4DJMQr5eyKcZM9/aps7OcHXGw+zWv5nbJTRKjrhW4T+rcaZ8omztq6SVqU4YSmeeQLhd+7J5GRURgrTnBRc4DAvU4EqZWhliPq1FIuYhmVIszxQMndHaW4HZvDxvrR+GNJoJ1khvOJA5LFx7XJVmwuXV8Cp0wbPyjh3apD+14ua6nWJEt2gNZSyhZogx52eGr55Hr3yI3/j1t3P/Z/9RFn3liz/nPN2Fi/zSw1t+5r/+LJ/3wpfxJz/vT3G6eZSfetf/zttufIiTDNUnShJcNXSXsDGz7D3FjDpYqwdOlRwddUbXRYxUN5SDgByegzFTUkVKxY+K7SbEbC6byO1P3ayxLEUdZ6gYOrsgWsZulukYuW1aBFM6mbX2DXYjz82FB2nl01ErTmDhA5N1DHkAn5nU6MQTnSOZkjSDtf5m0TXBY9bWmsBo25fQdGAxdlzse25OiTxvb8UKtS0fM15kbXmndU2oYkxm1OBaoTYpvtKi05TRNnjXqC5zXRinxuHoONwe8/5ofMVnfw4v/qIv5dIdl7jj+c/iV372/8nd+5f4lhfcxxPbd/HjP/ufed+04aqL5G4JC08tCkkbdBHDTBMOuKm1dtDg8FMCB8WBGzrGqmjKSBcxUViA2+8wJ9TiqNdOwXdYLsjUmI+i2joZaGua4fLTMCcKLuBMWEXHBdexq83DsWjFtLEITYSB2DCM2UHNURqALe3u7nEYAeda0XLPR0YrjDm1xND0dk7oatvOhJlIT7Pww4xkiVIm5FYhFDDR2WGtsb5EmuIWJySM5LSpS/CtbEMjjIEQasVc25ah6fAvbY3FyQ2eOuxwY+X9//U/8r+8+Au5666LhOUdvGvzGfz4f/gXBO8YF0vcsII+UjpPcCPVz8Cq883Vdm+JX3rUBE0TVjLODJfBtBJFiGPitEwQHVIUosNik59XNagJOx+pXWgnvwyyW2KbHbKbINUmnLCzy4rOLIi2JRHEAz2D9+x1gaSV01TJtQGLVQQ3my+0nm/GWIWbqTLVLaqZZO2OCRLxzqHmiNLTuZYDbUptd9W81Tj8nEM1h/3WJM7YpISWClJQbVLshRdGaeYzzpqtHbRqvoo0WOAWVSXOk7lq0qRtbd0CnBMO/CW+7MIX8uQ7f5EP3Tng/B4vysZ6/SAf/tWfoayf5AVf/LUslvdwmn2TG+nEMLMQLRVq8M3AXCIyY2FqhvlAEUNCB11r9itZYRqxMTGNhd47sjRNf90Uak6oM1wfUD9z2LXO4KzHFjNLQfapJxN6skbT0xBsPM2Z6FonaKVnUMU5iE5R9bcnODiHYmSz5iobI0svHCfh6m5NZZol+o4AbLXiROl9a8s5aQaD6Jr5p3ONS61q5Ft4kHl6GvhYpRHRQBuehBFq82ZrjWUcwRtZjF4bw3IKQBBcmekm0TUDLRxBAl+yPM998UnefvcCS8bC3cFnvuCP8K5HfpXHrz1JffD/YHz4TXzwsUQfl+Ts0ar0DrIYVmHVXeDm7iZqO6IznETqxnCW8N4RAVkNJBFSzSSdkF5wix7NzbdR+ohuRoSIqxU3gjrDfManGaKYW4CaawZffunR1eq2X8JZjLOr4scImqhaWCdYi8xdf2TuqNhOQ71zRNdKEyKO6D1Lq/Q4vAohOSYrtx1mU22mU0Yzddj3HWPNza3fWlOZznetn5h6smbUwFtLljHFcChK1kpgVoaII8zdF21u9rcswuhdo9UGa+4dheZYGwIXQuArKtzcPszPlZ7z+4G0i9wbB/rVjg/oTf5/jzzGS65fZ3ut8qz7/xR/63O/lLe+65d5ywfeyMXlPkkGXrwceOl9L+HDx0c8ePIUT02JozpSUmLMmeLgjoM7WN/ckGqiOENdJcbAuWHBzdC4V37KyBApTnG5faa+zoeKWhAMp8343YJgtTS33d43kcMZjTMLoruXB5xOY2MK0roIibmGlGKMcztJXyrLGBhC69SYtSV7RTpCgEOEsebWsUcnci2tD6opGaN3UK3pxpqZqONSEE6LY0QRAkWtNQgCvASC+JlvI6S5wYxYadi0GVValyJVQTXTqyPMfWZPsoFvLT2/hERS4wOhY4XxVAlsxHHz5oO89fH3sgue31rA5uIL+b9/ztfxpX/sq3nXb7ydK7/+IHceep594RL3r85Rjq/y8ENv48gNvHR/4N77PpubteMj21OuTImNBz8c8qGrH2G9fRyk+RhJB5vNCSZzy3gRtHOw9MycO6zSFDK0Fg6OALVQpgyhHfPZVYyn4XZ20PdNlFdb76/oI0PwjeJZKmOeKFoYLTdJsW8JdjJDtVkT975DmDEcc8Sq1DCwyRPFjEnrTLxqZsYRI9fC1QkyjZR+y/vRbiFWBpnKEs8qdFSgWE9RQ01bYdMyUdr5Uc2jxSGmFGlqjkVwXAAez4VHvWfKypE4TAqmcLLb4Xdr9PAQ7wIvueeLWZy/g5/79/+a9//Kf2L9oXdz7/M9Qxqx+ijvWx/xm5uJ0Xn8dc99V57kBQeXubQ44FnLi/QHd/KsZ38WH7n7+fxv//Xf8cT2Sbz3aK4ka+UPA9S7BjJaRZcBdc3JdobZG/2jKEZod5Tp3OlbEZ6G9NhliHTiKKaMpeK9ZxUDJkKuyomTZgtnhXE2WRAzVJURw9EUGJ1A9J6ihllkzxkxwGlNYM30QFzjARWrFKtsS25FRmkbV6upNeMso1Xnd7XBjV2IrHzE+YafpBDY5kSxVvmvlpqCojZX2KCOO93Ai3zifUmxuXW6xFazk7n9+mGtXKmJXa489Nhv4p74CI898EFYn/KFdyn3HEQe0crbjq/w/mrkVY+akIvxnt3I+9LjBB6jc4H9sOTSg+/ioF8Sy4Q310y1qjVq8ewPrgqWMz4ZMs3Ww500512bc0Sx+QTqcOpaiy6l4QVnNM4siPajQIxUlFwD1YQ+uLmDotI5WIdAroXjaWwmoK6ysyZRriaMMzHNU4giLEKk1SCUUSvmjNJaoNF7Y6eFpEathSiN9lqMuSIP4InSIIGilQ2ZqVaSV/oQZmhS8L5tB9UJvnZ4mlWyw/Pcfp/7qXxkveO4GniZjdvzbS/FdclYquxmWdCvnz7II9eMZ7ktfT2lj5XN6YZ3X7jKB7oeFwSPzK2nBMaKBcekyq5Wbk6nPDQeI1pQQgv4WRnjtW1Z5tpHY7OqmFrQ6KHS/L+70BQmsd0s2EwVsYDl2p5zRuPsiPpam9DPOTrXKu/iHL4ZK7MvjuAKpxlS7cia8UQG33q9F20aqskquyqMpsR5yfXm2nHeNRF+tWYd3IcI1ZHqbB+j7fdmlQr0jc2PGoi1Ukl2glZlrL45wTpabnGLDuI9B3Mwbqty6B0PbDZcq64h4FWwsa1IhjLVthIOWghrQ72nO7/PHXefY3fzKQ6XiWvOeMALD+bSZD90mA/4AJR2+mMZGgc9zRqWXLE82w+KtVrYrCa+xV6BlvznqviZa15LhdxkV/h2+iQIbugbWq8ZgsfkaVjFP8kJV2AvxtZDQ7itu3ciLDuI3lHM2LqC0dpoBm94bRnh4Foj4upa/pOUGatvjYkFo58VIMVavW6QwH4MnKhjqiPOWjFWVclWKLe6Pcpc/jCPWkGkUjWSTfDuluVo8wJYm80QgvHhlNAYWy6ladbM3cq7QIuRC9yzCEybyvUaOegGHk2n5OhYXzjkCRZssyEJvBnqa3Pmn0+gEhwWwGlDrUOAUhRNhk55LlfMKsmizfdb3MxeqPP7C2hOrabnBJsyFqRx2MXBroKbs0V3hmQiznIlEsfRODGWwuEAQ4zNLHOmaziB4DznrMmbS22UDZF5Amsg1YYaTwWiOral5T7ee3bSTKuSCUvxLL3jeJYxh9AzZMiWAbmtwnVOUGsk/mQVD+2fQDAHzaiFNj+tO1GhIHOyKrjbvthDCFgVRm2NblRLW72cZxEC55YXWU5PcbUKj6/XBAeXCpyIsDWhuFbnK7niJGO0btzM9jhaIt5oTEQfWmCp4fuhdUaaKpIKFjzSmsqiVhGx5t80I/niPMwrtTff5FKiSBai900baLl9CGc0ziyI9qJnLI6xGjIbdvauachuFZwCsNcFHD1jkbYNqQCVGDzGglQ7TsZErRN9KBxNDZnd8z3bUjjwkc43E6tzofUFOfCOQQaKNpOIakqupbXonJf9tq01YwibxYpGI6KpJdR866UGOC0UhCBxBk+VMjMwo0QyjiJCLhO1FkzgneOG7JowcqyZFYELFviwr9TsiKFNYNEmBNCptWLHDOs9MhmaQbwQek8Vh5XUisnOqKF9ltKODjC2bUtpws9bdUMznV1XdKYA0/IhDKuNLTongGc19Wfo2eiE4IRUClNtRdN4y5njVmUdwTnoo1GsTUyVOhdBC53zLEPHMjhK7VjnTO8DN3fgKayzm4+n7cSx9JFLfY8Bi7ljoRfhOE9o3cz9ZVsML4DJ2lbg5/q/2UwlQcjaeN3emgiyKVQKRuMw3arSNeaJtG1T2j8T5alpagJNZ3iEZ/ueLBXxkeUQKWbkNGFjy7+0NhqKiSCptG3Ke6QK+5Oxq4maM+pBZ/e5grVKvWpLor1HqkNxSPCEAkwTldwEDTTBgVgTkJp3mOWmuClPw8R6k6GqMJkjqp/bUMlsM9N4N7cmA2lQRrVGBTEzyuwzpN7jXaBzcBAi0Qe8wJV1pfcjWStjbeK80TyDdyxCh0kzCI/AQex52IRd3eFMUSsEc4SPCggz5hOcUGjXVuegUmkZEtZ6jDE3qGlCQZ3510bvBY+j4lFfGldKWzPfi1b4gBYSwt3DITd3G6w6Nrdk4AIeh3hP1jqzKyuKcTWdNMc4aK683s3dLJvbbq3NNtAvPRY6rLYTXmubPqcITuh8TxFt2jWtUOaVdy4PntU4O1cQE8baJDxZlDFXgoGbzTaDb/87EUQCyzBPgNYG7Glzhc3ajq/ROQYndL0QRMnVyAabOvHEbsO2bJtdihjnEA5ix9J5ssGFLtK5yPXplKm2qncqGdMZM5nVEIZhzhpxaw6Oqrd4SC3farN3y5qtBSHakvDg2klKzBrmU2fOv1OuFeWGKFrhkdNjvDXDCubaoacFRp2TdBE/+3i3MhF665rmv9kA+oavSVPXkirel2ZUSisrEcCFgNVKySM6NxBsPKra3tWtm/mMxtnlRH0g1UKqlVQL6wlycUxVUOtZdD3Btz3dCwzB0fmuVZuppFoxayDjLbain+mcg3bcsRIO+h61zLOmwqObI26OG9Qq21oQhH7mLxfznIuRRTgk1cRxLlwb16zTFqiIzKvQrGIySjsii6dKC6qKNV9Ga75D1rJtxNxMM23YVlOLGFlbGcJZe35RJTWgg0RuCg3T23wmNz8vzAeAVhx2jbIyf6ZZZz8CnZlapbEr1bXVpkozwFBtYnVDwQWUehsOcHFoK6wpTudAna/1rMbZIdZdAOvxDrbFKNWYalNyNOahtGPoLCJkXpWQtq21C2lgmsxBdMvTSkMrkQTv6fzA5aXx7OXAU9stN8YtJ7ncVnxkLazLBD6yiD37sWevUwYXecoFjtKWbKU5iYg1Bw5priLSHELxLoAptZTmHqsNq/HimtM/bZVwOKo5bmVMThw4pVeB0uRMQRo/u61Q8xnD2nYmzKcpmYOn3jqu+8a1kuYW52fGaGV+Tmkm6biZd64zeu1aucYqbQWbV6ZbJ7Z2ctB5Pp6GBdjee1zfEtt9bbZ7qVTGCmCMqemmJNSmiKXlS1WNXBVovoi3MB3HzBMW14LHjFQKZV7+K44hdpwHLvTGaMYuJzbF2JTMUUkUES4MAwexJ+DYi44nx47r05qpZvJsjSy0BnfojEX5jpXvuK6OMW/mCfVNhu0Us2aqnY221Sk4Nzu6mbBynmRzmcYxT6i7/RilOetWhGCtjqVzfcuqUL2hRdtEi84rTUOtb60qXsF8nZN8GhxhMgOuNoOhzAyI1paqUaU8FhxueBq2ZUi5qQmiEzoXgEqNgam6+a73VJsBvVtPuiVrpvkUVauYNjAsuOZjbbTTUHQOFWGaA3TSWfnBb1NMLMY5m4E8e1a3jtXGEDsqxsXeCA6ujzt2tVA0tbJArbOosdEonPdc7HqqFlJNOFOcC01AaJXS8l3qLO1uXl4VcY671fE4OlvqKFJpPpU2v3OhOaOYoObn99g43c437MlcW5XqnAXr/Dw/lz+gmX1h4JkVHDPq3iQGbVO0Gd4QpK1UYkDF0nhWU392QfTkySnBO6J3DKGjC45OWt5za783mVcg2skEadBA9I5sDqvGWAtWJrx3OGlG6EKjgtiM7Eyl8a2rVlJVNjUTpX2Yg3dU9XOBVjlJGcU46CKLMDBET58GzDwnZSRV11phWZ2BuDZ5R6mdySIOXCBpaQCktSAfJNwuSWAVqQ7zkUvdisubifdDW1mc3D4JzbX39lmYoLXiw9zuYS5GtxtIUO+opVFZZ43MnGjLnJe1/M+LB20OAo0eAzaLQR2N2K/WPrnbvlbFUaen4RH/0dMTOicsQuBwWHAwdHQ+tMBy/vb6c4vo3naPdpd45+YjrRHMM075Nt21ztygWzY1XmpDorVJhyutDXqxJu9pgZBQbUSz0QrFOko1ll3HsuvZiz17IfDEbscuT5zmxKSZXRlBWrYzzRKc0si8zaZvnkox8KJEF4iz8na0ynl3jufkgd/c3mQMzVtIadRbZtDPzSerdn0e7yMm1nqiYTPybBSayYRJEzbcgkhkdsAstdzu9u1okmvvGqBpriXQpqWdzuY82uZVWzDOUu5xdkF0fJXeRRYhcnO7YX/oONcvGq8oehaxa03qzJFKo3F03nPrNvWundowa7UqbSvNlPJ8twtqTfxoCJ2fe4mgnObctGlWGEvh2jS1LUigc4GFz0w1Yyidd6y6ns7vIXg2wXOuG6go18eRbJXgWg+2bdq11U65DTqKNQGIv11/aqe3wQmT7nhPXpMHwdXQTkd2a8Nt0xe8n4l4Dfexub7oEYoqeG1mpDrb3sC8/bU27t4JpdbfDhRLv+1DMLf6ElxzWfFye+1r29rsGfVRq9ZZjLMLopObdHO7hOiFRQwsXE8XIntx4OJywZ3LJauuY6KZXHXeMcQe5z1OWkIdg0dcT6lKLompJnYpk+e2Vakqy+AJPrKKnmVY0vvAjXFsigg3sa6Vddo0hzIRTqT17ZhqI3WNtXC+H9jrO3DGnkHnhYvdknWdGFxzH3ty3PHE9gZjPiGIMISOKJ51zdTavIqCb2LIYu3GUK8chCXX8zh33p6hAmmBU+b8MM52gm2b1tvKExF32+BdTT+KsdFK93Vu8dVOsG4GSOdk27cW8kpq+ByOmU+Bw9+21rl9KjyjcXaIddqwnbEHk3bcFefxEuh8x4Vhyd2LPS4vBrwPTGbtJBMjF5YLFjEQfWAIgcF5VDzJtdfoQuB0GjkZd1ybdnRTq1qf6yPnFgP7MbKMnlQq6xyJzpNr4kbaUrSQ566HWY1khZOUuDmOXOz6pmdXw/vAQRfYs/Zh78XIvfsH3EiHvPfGU1zfbtiU1l+WGXpI1Fnz35L9aq3T9SmG944wJ/8NCjCcNDtlwwgxtLxfb9FU24m0ammIss05Tdt82h+0hg+pNDjUWQs6NW3ApdzKmYQs5bbBWHuVluuZ0OaGp6E/kc5v8hY3R6zQ4YihsahuTIXTvOPKbuD8MDSymgTGOmC0fEURViGw17VtMUhLlHvXs993XBgGwjpwOk3kqnzodM3lnDjXN5nSMkSWIXLYdRSDfKIcp21bxaQR2E5yAwO3RRlLwosw1ZbtnIs9F4aOGHpiiAQXeU4cON91PHZ8wgPHVzlNWxAoUptwUgtO2s1SqK0eVtspzYunOmssTWkotBPI1rYrN68KNpd/ZP4kbf4c/Tw9reX7bJROU7GqGaW2PNBmryZTvbV3zUXYW6H5UaWcmTasPB27Uc/lBHFCYN7rXetRMXg3CwiNSRNHSVmFDu8M857edSw8rHPl6rZwPE0c9JEhxIbNYPQhsN8NPG8/MC4nihpPbHds08TpVDmmshcrh33Pshv4zPOeLng+dHSda7vT5gE0u22MtbD0ICqcaGWnmbEkboyeh9eRy0PH4WLJ+W6PYIHTOrKticPYk2thpwmzhjRjbavI1EaUE0+Z0enG7Pjt4q3dknMrzDX8OYga+Gg0U9NGb721As2vIb89/bek4rdk6SKu9QOxljdhMygw+zCpNQ773LKHqm6GLs9mnKECdq6NO8HP1W3vHB6H0gKob0Kv1qglJaKvc6sEbRa73hOdUKpwY1dZxcpe3yHOczy2E9vgYRUboX8VPZs8UGrlKCVSUda59Tu7sFix1w8cxIEP3rzGY9vjWZfWLIF3pTLZlqKw8A5H4LRsybblRvLE7TEL37PwkVETx2lHqRlPK3EUU3pxDM7RBUc0x67OrSBcY2OqNphPa0PtqxNyKpjW20LJVjBtrm20+UdcaIR6nb0HZKaM2AwZIIjq3CdltiycMTikEfndrWKxpvk5hrM5GT9DaiycYRB1LmBCM6UMzTbYzxB/oRmNr2tFKHMlXQjFsU0TT+7gIAzcuVhxOCxYxtCczLQylcIQhGXsZwzHSLfuURF6LyxDZK/rKVZJtaWSySCGyOXVPrUqh7FnV0eOS0E1E72nc4HTXEhWydY+eKz1FJMamWay+6TaEO6Sbpcl1IxkGcExFSW41ugmzKd5L5Ekld55xLf3grXGfWNpW5bM7SN0RsJF/NyCojZymrjWnAlotYwmr2pI9EeZNACoUm814vkoPIrZpwlaoMEciOY4q3GGao+OIo1WGpyf2YUzx9pkploooxby7RpRM7JKatx0G47ylnvSPucXC/b7gUXsKbeKhk4ZfJyNQtsKVmpt5uZidPOyrqokbdbEwQl7fc/d+/tE77g2Bi4sYFsqC9eW/jsWrU3WR9Yn3BzbSlLnzUak5WgXfc9YFzy2vkmp0wxHNNdaM0cqyo7drTo6XoQuevZcoJjhLGCuiZhGCYh4Up0QmkK3IWR+Rr1b6WJePG7X5W7hPACmLbFmrn9VbtnnWUP8ra1Ordov80Km6IxT3YIczmqcobWM0UsghpZkpvkO9vNejggOY+kDRTzVjDybmwsNv7ieKrVmNmXBalpwYVhxfliCNBlRFLl9Z3mbnUBmqxhl1uY7mSkcNO2ah1XfIWir6I8TXlrxZRE8k7aa1HOW57ln0Xg/57vIsSq7WjjfLbh7seLiouOR0/M8cPMauSayKbXmpm4pDXoQU9xcJzvVHZ1rq90yRLx4zseBKAfcSBOP7U7Z5C2aW3IcXEPZ505vrZg742K3Pl+bj/MC88Hko0LBGofGWTvTqdGq+dZ2B5vBXKO5pT0t1R4neUfnInsMuABihVwq0+3rbQZMnQ8sQsAJVI1samEsI0kVauFEK9uSGKYtJ2liWzKXtTCmROc9nfcz2KoMzhNiaL3OnG+BYsaU2929CHPtylp+lsyzNdimiVIrF/qB/a5jPw4cdj3OwYfxbNPIxb4jVc8yeFadpypEafZ4pp5VN7BJeT6PteJyUsW0Umqlit7mLEV19MBq8FxcrHjW3iGXdgMPro85nUY2aUJcC/igyi4LnXMkoNbGoxZarilIqwtis2Cg3UmNZdJ4TzofbAzDScD87ONkChIaCn7LjP4MxpkF0VgKE3X214xstbDOuVE6ZuI44oi15QkLH+idY+k9ZuH/396ZNFdyHHf8V1lL91uwDWdIDknRQVkKW/LR3//om8O+KEIHhy1LCskczgLgLb3U6kMWwA8w76AIIY8TGMwAr7orM/8bmEYsmVQzc0uci8IRH9aZu2ngynm2NrD1jo3zHGOCltmHketxy3UYCdYxOMsglbUo36e2J08hw9ut59vdHe/nLX84PBKb4cNamEsk2MCbceQ3Xzh+nBekVu7XxENa+enTA7ksPK6RKU9UwFnDnQ98udtQjeXTPLHkgqHwYTkydbOuDrpzypHf50+8jgtvxh17F/jV/oZj2PB+mZlrYhDLIUbtZmrjJuw4pZVUIzUriBuco7VMLkXZigDUzptTyMaIaP5HFwJQ6IS3n+kgP//dz68LejZqfzO3CKkQa+McZ7xVTbs1VlFvKkuDtTSc0cPVKEiFYJT6UWohl0wiMeWF+9UitWKNEMQT+sq/1EqQwNUwcDMExARuh5FvthuasX1i0c34xgfOyRFM5VVw2KsdloZ3AWsMrj+5+3HLD35gzZFv9qro/XE68+/vzzymM7kl9uL0mvIb9mHP63HDb199yXGZ+Wk6AsKP50ewhb0bsMbykCeWHPnTMXG/Tnw5bgHHUjIbZ7EFlpLYO8+183xaZ0orvBoGluo5tJncMrWTzWrrYYGt7z77VSf0Sa6qkVdrsTMjLFhHzekZzr1UXewQjdaxdPHg2lUN1ojydUT6FFF736K/hFS1r6maT9VRZkXFa6fMUlZAKFVBVWpDsFR6TKhYEG1WRYxeqW7AW6dLQBEG5/h+f8N319dYP2DxXG8GpqjTVq2J+7Sq3Y1Yptwo1XA1ODzw7ZWwtMp/vku8O50opvD1eM2bzcB1CN1wAm42WwZruR12/EeD++WROa8q126ZtVVqbcxz5iHOXPuB0VnOufWpznJOke+2W/7h+ob/eTxAy/zmi9f88Xjg43xkzolSRdO8S4c1jKW0rA3ikz9le+7MFY+slda69Q7mb9OCeBtGbMnkjuM0Kg6HmKY0VwoFdXjX0BjBGjXRVH9wIXa8qHRtWu12erU33q3o93aYDqkoB6mW3JF1WI3hHG1vPxXwtOJ4Nx/4sNzw3f6Wq7Dh1RAIg+OclcS/C45TzEyf7plipJjMfhjZh5F98Lzyjl9f3bIzwi92Ox6Tmm3pddyY4oq3joxyqn57+4r7deQhLpzSypQzsRY+zSday6QinFrkEBXYcMayd4GNc7xbZl5v9vzy6pb3y8QXw5adeOr1LT+ej7ybThzSqj7XNRJcIMVM7gdKzSpKjzt1ZFOeObfKIKiX7Ksvd4g21mKNYSqJ3G1fTH8SWvegrk0dPUwzz4pWJxVn1IJGsKxZd0rSM9JKBzepBWlGv66DtU4MCXq8Aqp27aQrMSoLEqDWwmGN/L4s/HU6s3MDW+sY7Eiq8GoU3gyeWOF/j0emqGh+Q2gijNZRamJomRu/5cp4rsdAqYmP04nRDZRWOcXEMa6snX15N+754fqWQmXOlWNc+N2HdxzjmRsfiKXSRPV3gtJ/fTNEIOaINZ6ttTyuKzElEIM3jrthy40P/DRPHKIKHMSKGsaL4A2UqpRbDPimDIFmTM/neTpgl6nLNdYF5hJJORFrfqY7WLHdo6jvKowaUBWj/d3Se6PRwiCCcQNSV1Kn1fZB5FnmYozpVNW+9G/aD8gTZYcuqaoNK3o1KjfaUEtkio/UOjLhceaIGOFhtfxkPcY0ppywVEarZqVzjdwvajZlW+MhrvxpOhJ6jzfYQLAK+loRUlWxAgbuV8fdOHLnBzZWGIYt/3z3hj8ePKZlfrHfsNTCw7yQa+VhXTC1sA8jS6kMUrr6Q/dWJStrYIqRnfNYFyAtxJwpdI6T6dysqj+DE0+hsdaEyvMb2eha41J1sUP03f6Kv07C+3gkZf1wbXeIfbLCTb3py+grvD5xsVujVIe3vYcRQy1CbGrkaZqu7NvzEKtXZAFK64y//pZ6zgPpgGRqlWjU2NwYVaCkUtm5UeEFCxvTWGrGimfj1fE/dL1bbo3YCoe0UFJC0Gu2tUwsQm1FrfCaxnOmmjU/xBpiFZac+CALAeV73w0bbu8MjynyatjQWuWv5sicIlfW8xBnnNHoBt3qWHKtrDmzDZ6N3yIizHHmm+2eWCOnuKiPtdMH1tge3dzxO2st3kBusa8KrD5gF6rLYWet8f244Usb+LROLLn7A4kiysVUlrqS9WZS1L+bi+daqLWwFMEaPUTSOXypMwsNyoDEaCpQ6fllukLrSPXzOK9VzbPVFa1mCro3iqWScmF0ui4QN+gOyhgGsXjrqM3wmBOpJkbjCMaTRR1vVX4hBIPujQRSyZo02d+2rdL/rYaTRDCW6RR5N6sj7rUPnJNe/cEIp1ZZW2OulWVdsGJ4vdnz1XaPF5hTZEnKi/bG0oYtToR/3X7Pv60rh/WsRu21sRNh5x2nuBJrItiAlYAzOrD4Dttc7LO/1DdaizqKXQfByQjV6rKMRiMTa+VQVNcwG7UdrsZQ+n2VS6blTDKGKo5rH3iz3zOXysflzJyjZpQZITd1uLDP6Dfo5faUkSp4Ee1r+gj8RKFQqmlmzpnUNFpTaSwjIKRWn/23c8ksOTETGY0uOjfi+y7KUY3q0G4Gz1oya1EnEifClDJrVnimom5tBjXPMs4z5Uyqyg0fnCDJ82F+5FwX1exnWOsjU1Jmgu2iRlsgmcroLaPoEvSb3S1imiqDaUx5JfeUotq6WkQg4DGigoTS/gaXjffrRC0eK5ZzASeN0VhKzcxFNfAbFwgCJq08rAvSYHQeEHJxpFJ6CG9jKpU7LP90e8tcX/Ffh4/cn4/dmk+79EK/up40bIDuiEtv4FXTZppiSnTeztNDmGti1i/ANO3bnLXEmllQ7Mla1XQVuoJELFvxvL26Yh8CqeiOzFtIpepWXoQpJX46HTnEyFSzktE6VFNo7Lww1oFcC1aE0aug87AAHfqYc2Eun3i/WLyx7PzID7cjG+cIbkC6cQXWUUzPva2FWgoLKmPy1mFFcAW8V3qys7qLu1Rd7BB9PM1MIVLEshXDF+PI2ioZjYdaC5imT7RAhwjUfHx0nhun7L9TSawpUUrl3bKCEd6OI7/cXvGHUvm0HH8GdOkHoHcPT+8cY+j6LJ4Y6r0RR5UZTQWUtVVyyRxrJJnC7AP7MDCI075NeuiMWKSfvFwLcy2cYmbrg/YpnTdVHSDatF6JYxTHlFb+cj5yH1cVQwJTp+daa/Doh/z9Zsv9uvJpnZlLoRSdtGqtJFPZSGNZj9gD/OPtGzyNY858mE+c86o/v5Gu9FB9WqutixcS4gYwMIrHGkO8oEXR5TbW9wNnn1nDxBw6+IeoT08Y8dsdp5x4iDOHFDFVF29rTcpCNBYngkPI1oIpLGXhT+fI+7hwZR23YcSL5WE9sWblF+nS0cKzBKk39E3fEGoWoR7WtjalXcAzkq3p1o3VZAVVW2VrdXmpUh1h4we2TjE6UytrXHgUx1UIlAonbZE6XucYnNM/sI6hNb7dXXM7JnIpHGNkLQqp3HjL4AKtWUoTfn1zi1D4y+mRpadFz0X5kmtRcPf9fCRS+XpzR6Lyfj1wjBNCZfSeUweGf37raqpBJGGtYy5JFSeXm/AvuGw8DSRnscGRQuRjjtRgsFKYS+FNq4qVibAYh/fCWhJTqeSc1BW19aWYUT6yWhQX1pSYnGfnHF8OgbebN7xbF36cj8S86oj/1BlVA6ZiUZmSEUMwjVIUH39KvTZPbynT32J9m7wkTTHyxmryIrDkRPKBrXM4dHJ8MAZrIHbfIjGWZoRghSvv2PmAN2BaZXSOrQ/UWnm90cHgnDO5Fo4pM2XFCQdp3PoRvxP9v7bClDMf1pklZbLJVBrnvPBheWQXRnI1pFIYRLjbXBFz1RCbqsHIhUo0Kv5WZkCl1fgcBX+JupyMulhcM4Qi5CTEmIlhZQ6Nj2Em1cLee1JrlCoEUSrGbRNqzUwlMafIXJIuxlp59sF2xkAtPEZVnn5vHf9yc8vX2x3/ffjEYZn69QZPu6WGXqWCwYvt4GMFbOfXKMGNJypvp1+oDr8Ra3yWc6diOLRCzBZvA43GxzjzaTl3fwDPKDqKl85t3ljtXa6946txZPSO3CpeGkYsD8tMLpoEFEvmcT3TamHEPGefGDFchS1fbfb9oTmRS2K06ssdjOE2jOScuLKWt2Hk1esdv/vpz0zrRGmq26M2WtPYc+kKkwsa6l8SgHWYVjWAN1vGYsnJsomFk40c5sQpREJQxavD05oepq3f8MpsiCnzmFaWHFlzItaGFX2S51yZ0plYMqU1Drlx4yw3fmQphbVETOl8m27K2RqU/tvSjF1tyCua2qgZqQ3TdHHojWVnwRjPIesbSYzB8xQloW/K4Sl5KM9IsRRbaM7psrNznM81M2fLcbVMKfFms8VbQxCgNaxxWFs4p5kvh8Agex6XhTUr1OMMiA0gnuvtlrf7ax7WG/48Hfl6u+EqbFlSgmbYG2HJC9aOfDtusW+Ed6d7/vjwXmGjVnRHh3oAmGernMvUBZ3SpLPxbG9eNa1nqJWtOGIqLEvi7CPnkAljwjnB4jgYg5jGiE42gxspbmR+ImWZgpWCzZ6YZg4lcl5mvNU+Ktcn2ruOra5rqkzndz/RSDEKWD6pKUSUY2NQwBUDp9YIVkOFpcdKpKYWMLU11rpSmpozCOrpuOQI6JAgRrrtjMZARFQYcIgLO6f2w3sXGI1jI5aNbWQaXwwbNtbxuM6sVfnju2FDsJ5c4D5GRuf51dUN1Tg+nNVcfs1FR/hmOayZ2CYGMbzdXZNr5v/OjzxFBloKRrx+Rn+LpDTbvYGUBN7NJ5sS0E21uFoIyTPGgXlNnJeVZYhUnyiippV7GxjFUVtVObbdgFHBnmGiOY3Aii2Ry8qan/AxA6Ihek5EXVLlSfOvE1YQXQNM2VB6yAzP3GPdgAvQTGPKasxu0X1TpeN+RjC1UQXdpIvFKY6u/kQtPYf3iZEOyWSKqaSYOaaFwVqOdiBguRs9O7FsvSWVwj4M3MeVuawqPcLyeqO8q48x8qn7FJW6sORIyuoJPq8Lm+DZbIU1ZSSpD/gPt19xO2w5pYW1NDbBUqpwTitLuVwsg2ntgqvLl/q7rMsaGr/U32W9HKKX+ux6OUQv9dn1cohe6rPr5RC91GfXyyF6qc+ul0P0Up9dL4fopT67Xg7RS312/T/69DBpwmjhyQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_model(model_ft)\n"
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   "id": "41d86786-5998-4536-833c-8f25742252c6",
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   "outputs": [],
   "source": []
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